Bibliotecas
library(dplyr)
Attaching package: ‘dplyr’
The following objects are masked from ‘package:stats’:
filter, lag
The following objects are masked from ‘package:base’:
intersect, setdiff, setequal, union
Leitura dos dados
Omissos de cada coluna
colSums(is.na(dados))
PV1SCIE PV1READ PV1MATH SOCONPA BODYIMA GCAWAREP INTCULTP ATTIMMP JOYREADP PRESUPP
5377 41320 5377 534956 536507 612004 612004 612004 520815 519825
PASCHPOL PQSCHOOL EMOSUPP CURSUPP FLFAMILY FLSCHOOL FLCONICT FLCONFIN INFOJOB2 INFOJOB1
520641 519999 520772 519740 612004 612004 612004 612004 390359 390359
INFOCAR ICTOUTSIDE ICTCLASS SOIAICT AUTICT COMPICT INTICT USESCH HOMESCH ENTUSE
382412 283481 275263 310331 306205 299011 292761 298901 288643 271459
BEINGBULLIED BELONG DISCRIM GLOBMIND AWACOM RESPECT COGFLEX PERSPECT INTCULT ATTIMM
147660 77867 612004 612004 612004 612004 612004 612004 612004 612004
GCAWARE GCSELFEFF MASTGOAL RESILIENCE SWBP EUDMO GFOFAIL WORKMAST COMPETE ATTLNACT
612004 612004 71452 74444 124918 105309 69899 66094 55755 46324
PERCOOP PERCOMP PISADIFF SCREADDIFF SCREADCOMP JOYREAD TEACHINT ADAPTIVITY STIMREAD EMOSUPS
147207 132669 59460 73950 70810 38233 60699 44478 43247 129289
PERFEED DIRINS TEACHSUP DISCLIMA ICTRES WEALTH HEDRES CULTPOSS HOMEPOS ICTSCH
64409 57856 60365 32662 15676 13737 17705 23446 11400 256547
ICTHOME ESCS STUBMI CHANGE SCCHANGE FCFMLRTY TMINS SMINS LMINS MMINS
249475 14379 540769 381656 379993 612004 222268 148178 143593 143986
AGE GRADE ST061Q01NA ST060Q01NA ST059Q03TA ST059Q02TA ST059Q01TA ST016Q01NA IMMIG HISEI
0 3019 118181 144404 136286 131373 130630 118802 32568 47647
BFMJ2 BMMJ1 HISCED FISCED MISCED ISCEDL ST001D01T REPEAT PROGN OCOD3
110980 84576 17657 32575 21433 6869 0 36532 0 0
OCOD2 OCOD1 ST004D01T CNT
0 0 2 0
# A coluna dos Paises não tem nulos
sum(is.na(dados$CNT))
[1] 0
Países Existentes na base de dados
unique(dados$CNT)
<labelled<character>[24]>: Country code 3-character
[1] ALB ARE ARG AUS AUT BEL BGR BIH BLR BRA BRN CAN CHE CHL COL CRI CZE DEU DNK DOM ESP EST FIN FRA
Labels:
Visualização das características de cada um dos países
Irlanda
Características da Irlanda
describe(Irlanda)
Warning: no non-missing arguments to min; returning InfWarning: no non-missing arguments to min; returning InfWarning: no non-missing arguments to min; returning InfWarning: no non-missing arguments to min; returning InfWarning: no non-missing arguments to min; returning InfWarning: no non-missing arguments to min; returning InfWarning: no non-missing arguments to min; returning InfWarning: no non-missing arguments to min; returning InfWarning: no non-missing arguments to min; returning InfWarning: no non-missing arguments to min; returning InfWarning: no non-missing arguments to min; returning InfWarning: no non-missing arguments to min; returning InfWarning: no non-missing arguments to min; returning InfWarning: no non-missing arguments to min; returning InfWarning: no non-missing arguments to min; returning InfWarning: no non-missing arguments to min; returning InfWarning: no non-missing arguments to min; returning InfWarning: no non-missing arguments to min; returning InfWarning: no non-missing arguments to max; returning -InfWarning: no non-missing arguments to max; returning -InfWarning: no non-missing arguments to max; returning -InfWarning: no non-missing arguments to max; returning -InfWarning: no non-missing arguments to max; returning -InfWarning: no non-missing arguments to max; returning -InfWarning: no non-missing arguments to max; returning -InfWarning: no non-missing arguments to max; returning -InfWarning: no non-missing arguments to max; returning -InfWarning: no non-missing arguments to max; returning -InfWarning: no non-missing arguments to max; returning -InfWarning: no non-missing arguments to max; returning -InfWarning: no non-missing arguments to max; returning -InfWarning: no non-missing arguments to max; returning -InfWarning: no non-missing arguments to max; returning -InfWarning: no non-missing arguments to max; returning -InfWarning: no non-missing arguments to max; returning -InfWarning: no non-missing arguments to max; returning -Inf
Limpeza dos valores omissos
dim(IrlandaSemiLimpa)
[1] 5577 86
dim(IrlandaLimpa)
[1] 1133 86
Irlanda
Irlanda
describe(Irlanda)
Correlações das colunas
#Correlation matrix
round(correlation, 3)
PV1SCIE PV1READ PV1MATH SOCONPA BODYIMA JOYREADP PRESUPP PASCHPOL PQSCHOOL EMOSUPP CURSUPP INFOJOB2 INFOJOB1 INFOCAR
PV1SCIE 1.000 0.847 0.797 -0.051 -0.036 0.191 -0.016 -0.007 0.073 0.030 -0.009 0.011 -0.098 0.027
PV1READ 0.847 1.000 0.776 0.022 -0.074 0.249 0.076 -0.019 0.064 0.066 0.073 -0.044 -0.089 0.040
PV1MATH 0.797 0.776 1.000 -0.006 0.048 0.168 0.055 0.023 0.123 0.029 0.016 -0.014 -0.081 -0.015
SOCONPA -0.051 0.022 -0.006 1.000 0.150 0.078 0.069 0.054 0.051 0.174 0.116 -0.040 0.069 0.010
BODYIMA -0.036 -0.074 0.048 0.150 1.000 0.004 0.016 0.011 -0.001 0.020 -0.018 -0.001 0.109 0.038
JOYREADP 0.191 0.249 0.168 0.078 0.004 1.000 0.211 0.016 0.063 0.184 0.246 0.015 -0.065 0.017
PRESUPP -0.016 0.076 0.055 0.069 0.016 0.211 1.000 0.116 0.096 0.193 0.330 0.033 0.008 0.043
PASCHPOL -0.007 -0.019 0.023 0.054 0.011 0.016 0.116 1.000 0.724 0.100 0.152 -0.042 0.079 0.062
PQSCHOOL 0.073 0.064 0.123 0.051 -0.001 0.063 0.096 0.724 1.000 0.180 0.145 -0.046 0.054 0.041
EMOSUPP 0.030 0.066 0.029 0.174 0.020 0.184 0.193 0.100 0.180 1.000 0.252 -0.001 -0.006 0.047
CURSUPP -0.009 0.073 0.016 0.116 -0.018 0.246 0.330 0.152 0.145 0.252 1.000 0.032 -0.048 0.015
INFOJOB2 0.011 -0.044 -0.014 -0.040 -0.001 0.015 0.033 -0.042 -0.046 -0.001 0.032 1.000 -0.164 0.132
ICTOUTSIDE ICTCLASS SOIAICT AUTICT COMPICT INTICT USESCH HOMESCH ENTUSE BEINGBULLIED BELONG MASTGOAL RESILIENCE SWBP EUDMO
PV1SCIE 0.026 0.023 -0.069 0.176 0.136 0.027 -0.125 -0.142 -0.120 0.039 -0.077 0.089 0.077 -0.096 -0.194
PV1READ 0.038 0.080 -0.111 0.146 0.121 0.047 -0.115 -0.147 -0.094 -0.045 -0.020 0.138 0.065 -0.076 -0.180
PV1MATH -0.014 0.018 -0.005 0.138 0.116 0.035 -0.132 -0.156 -0.081 -0.011 -0.014 0.143 0.125 -0.074 -0.134
SOCONPA -0.034 0.025 0.002 -0.027 0.010 -0.028 -0.034 0.035 0.027 -0.178 0.159 0.153 0.203 0.283 0.216
BODYIMA -0.030 -0.024 0.169 0.072 0.080 0.025 0.025 0.021 0.092 -0.146 0.347 0.021 0.338 0.290 0.323
JOYREADP 0.020 0.018 -0.048 -0.007 0.031 -0.054 -0.028 -0.048 -0.014 0.001 -0.012 0.008 -0.038 -0.036 -0.067
PRESUPP 0.014 0.008 -0.043 -0.044 -0.003 -0.008 0.006 -0.004 0.044 -0.014 0.018 0.002 0.019 0.042 0.028
PASCHPOL 0.031 0.001 0.076 0.019 0.026 0.035 0.074 0.097 0.052 -0.055 0.083 0.053 0.075 0.038 0.070
PQSCHOOL 0.012 0.001 0.048 0.028 0.008 0.025 0.051 0.102 -0.019 -0.046 0.034 0.122 0.081 0.016 0.047
EMOSUPP -0.016 0.043 -0.040 -0.068 -0.009 -0.011 0.006 0.014 -0.061 -0.044 0.026 0.102 0.035 0.098 0.057
CURSUPP 0.050 -0.001 0.018 0.014 0.033 -0.024 -0.008 0.054 0.018 -0.006 0.047 0.167 0.081 0.069 0.053
INFOJOB2 0.080 0.062 0.141 0.117 0.111 0.056 0.050 0.062 0.140 0.104 -0.012 0.043 0.148 0.009 0.066
GFOFAIL WORKMAST COMPETE ATTLNACT PERCOOP PERCOMP PISADIFF SCREADDIFF SCREADCOMP JOYREAD TEACHINT ADAPTIVITY STIMREAD EMOSUPS
PV1SCIE 0.018 0.020 0.057 -0.007 -0.044 -0.069 -0.467 -0.351 0.441 0.376 0.052 -0.005 0.030 -0.012
PV1READ 0.068 0.064 0.031 0.062 -0.002 -0.011 -0.468 -0.399 0.490 0.461 0.112 0.039 0.076 0.059
PV1MATH -0.044 0.065 0.085 0.041 0.020 -0.040 -0.418 -0.306 0.362 0.289 0.025 0.015 0.026 -0.024
SOCONPA -0.112 0.164 -0.025 0.143 0.210 0.053 -0.026 -0.037 0.063 0.067 0.102 0.185 0.137 0.513
BODYIMA -0.383 0.095 0.174 -0.038 0.147 0.024 -0.070 -0.068 0.062 -0.122 -0.011 0.102 0.011 0.143
JOYREADP 0.025 0.012 0.002 0.031 0.023 0.008 -0.112 -0.155 0.175 0.216 0.022 0.028 0.040 0.083
PRESUPP -0.036 0.020 0.061 0.026 0.048 0.080 -0.038 -0.054 0.090 0.067 0.042 0.029 0.062 0.033
PASCHPOL -0.007 0.079 -0.019 0.027 0.134 -0.010 -0.023 -0.007 0.020 0.023 0.083 0.086 0.107 0.039
PQSCHOOL 0.007 0.101 -0.025 0.055 0.153 0.025 -0.048 -0.022 0.043 0.074 0.156 0.113 0.155 0.058
EMOSUPP 0.026 0.103 0.032 0.114 0.018 0.028 -0.058 -0.060 0.068 0.087 0.073 0.044 0.059 0.254
CURSUPP -0.010 0.090 0.019 0.108 0.040 0.043 -0.083 -0.125 0.167 0.279 0.067 0.047 0.054 0.172
INFOJOB2 0.002 0.061 0.126 0.013 0.024 0.125 -0.040 -0.035 0.012 0.015 -0.049 -0.018 -0.005 -0.012
PERFEED DIRINS TEACHSUP DISCLIMA ICTRES WEALTH HEDRES CULTPOSS HOMEPOS ICTSCH ICTHOME ESCS STUBMI CHANGE SCCHANGE TMINS
PV1SCIE 0.043 -0.112 -0.046 0.029 0.132 0.013 0.033 0.198 0.174 -0.165 -0.055 0.240 -0.073 -0.098 -0.038 -0.051
PV1READ 0.059 -0.093 -0.008 0.059 0.099 -0.004 0.046 0.253 0.190 -0.158 -0.097 0.244 -0.054 -0.144 -0.083 -0.068
PV1MATH 0.026 -0.085 -0.055 0.012 0.150 0.052 0.065 0.213 0.207 -0.119 -0.011 0.257 -0.099 -0.120 -0.061 -0.057
SOCONPA 0.051 0.111 0.174 0.046 0.059 0.091 0.182 0.124 0.157 0.046 0.102 0.107 0.029 -0.051 -0.067 0.031
BODYIMA 0.005 0.102 0.072 -0.039 0.055 0.060 0.111 -0.010 0.059 0.057 0.114 0.059 -0.120 -0.007 -0.026 0.061
JOYREADP 0.044 -0.019 -0.004 0.006 0.088 0.060 0.100 0.229 0.220 0.009 0.079 0.250 0.036 -0.056 -0.062 -0.061
PRESUPP 0.006 -0.010 0.007 0.003 0.075 0.067 0.113 0.105 0.137 -0.032 0.047 0.121 0.023 0.013 0.006 -0.031
PASCHPOL 0.070 0.123 0.136 0.111 0.020 -0.022 0.077 -0.022 0.005 0.160 -0.012 -0.038 0.066 -0.021 -0.022 0.010
PQSCHOOL 0.085 0.118 0.160 0.141 0.022 -0.025 0.061 0.004 0.020 0.129 -0.002 0.023 0.039 -0.017 -0.016 0.011
EMOSUPP 0.037 0.009 0.049 -0.006 0.026 0.026 0.106 0.117 0.103 -0.005 0.021 0.133 0.051 -0.028 -0.047 0.037
CURSUPP 0.071 0.035 0.057 0.053 0.055 0.034 0.168 0.225 0.190 -0.001 0.025 0.198 0.051 0.004 0.005 -0.020
INFOJOB2 0.040 0.027 -0.062 -0.062 0.087 0.060 0.070 0.102 0.105 0.034 0.082 0.058 -0.025 0.076 0.068 0.045
SMINS LMINS MMINS AGE GRADE ST061Q01NA ST060Q01NA ST059Q03TA ST059Q02TA ST059Q01TA ST016Q01NA IMMIG HISEI BFMJ2
PV1SCIE 0.102 -0.016 -0.040 0.056 0.014 0.018 -0.057 0.093 -0.055 -0.030 -0.048 0.021 0.227 0.224
PV1READ 0.074 -0.054 -0.066 0.070 0.017 0.009 -0.065 0.069 -0.075 -0.059 -0.044 -0.063 0.219 0.239
PV1MATH 0.109 -0.006 -0.009 0.049 -0.018 0.018 -0.064 0.102 -0.019 -0.014 0.026 -0.021 0.226 0.222
SOCONPA -0.084 -0.073 -0.106 0.038 -0.038 -0.033 0.043 -0.068 -0.071 -0.045 0.350 -0.124 0.065 0.059
BODYIMA 0.082 0.011 0.007 0.018 0.029 -0.004 0.050 0.084 0.014 0.014 0.394 0.003 0.027 0.018
JOYREADP -0.015 -0.062 -0.082 -0.020 -0.067 -0.055 -0.024 0.008 -0.040 -0.021 -0.019 -0.124 0.190 0.127
PRESUPP -0.001 -0.018 -0.029 0.025 0.024 -0.005 -0.024 0.002 -0.019 -0.007 0.025 -0.090 0.066 0.065
PASCHPOL -0.029 -0.061 -0.044 0.009 0.015 0.026 -0.012 -0.033 -0.050 -0.068 0.056 0.062 -0.052 -0.024
PQSCHOOL -0.006 -0.050 -0.065 -0.009 -0.025 -0.008 0.015 0.000 -0.051 -0.038 0.067 0.025 0.023 0.023
EMOSUPP -0.020 -0.014 -0.026 0.014 -0.024 0.017 0.010 -0.022 -0.033 -0.023 0.061 -0.118 0.106 0.059
CURSUPP -0.023 0.018 0.024 -0.040 -0.072 0.036 -0.037 -0.031 0.010 0.003 0.032 0.041 0.122 0.097
INFOJOB2 0.046 0.079 0.064 0.041 0.027 0.047 0.002 0.028 0.032 0.043 -0.033 0.051 -0.005 0.027
BMMJ1 HISCED FISCED MISCED ISCEDL ST001D01T REPEAT ST004D01T
PV1SCIE 0.188 0.126 0.185 0.141 0.041 0.014 -0.032 -0.016
PV1READ 0.184 0.135 0.155 0.157 0.042 0.017 -0.054 -0.176
PV1MATH 0.185 0.142 0.196 0.148 -0.003 -0.018 -0.037 0.049
SOCONPA 0.033 -0.001 -0.007 -0.018 -0.009 -0.038 0.006 -0.048
BODYIMA 0.017 0.063 0.066 0.039 0.014 0.029 -0.002 0.336
JOYREADP 0.220 0.172 0.142 0.195 -0.040 -0.067 -0.050 0.005
PRESUPP 0.063 0.068 0.046 0.077 0.015 0.024 0.023 -0.021
PASCHPOL -0.015 -0.041 -0.016 -0.049 0.039 0.015 -0.044 0.029
PQSCHOOL 0.062 0.003 0.022 -0.003 -0.003 -0.025 0.002 -0.002
EMOSUPP 0.113 0.099 0.077 0.066 -0.012 -0.024 0.013 -0.102
CURSUPP 0.132 0.141 0.130 0.155 -0.074 -0.072 0.035 -0.079
INFOJOB2 -0.012 0.041 0.046 0.024 0.031 0.027 0.023 0.113
[ reached getOption("max.print") -- omitted 69 rows ]
cortest.bartlett(correlation)
Warning: n not specified, 100 used
$chisq
[1] 6537.174
$p.value
[1] 7.324155e-225
$df
[1] 3240
PCA
pc9r$loadings
Loadings:
RC1 RC4 RC2 RC5 RC3 RC7 RC6 RC9 RC8
PV1SCIE 0.201 0.802 -0.117
PV1READ 0.181 0.820 -0.131 0.129
PV1MATH 0.205 0.747
SOCONPA 0.120 0.403 -0.141 0.146 0.338
BODYIMA 0.681 -0.177
JOYREADP 0.252 0.213 0.102 0.174
PRESUPP 0.113 0.199
PASCHPOL 0.248 0.156
PQSCHOOL 0.286 0.208
EMOSUPP 0.113 -0.105 0.358
CURSUPP 0.204 0.385
INFOJOB2 0.323
INFOJOB1 -0.128 0.647 -0.127 0.108 0.144
INFOCAR 0.641 -0.108 0.214 0.166
ICTOUTSIDE 0.114 -0.169 0.342 0.147
ICTCLASS -0.180 0.250 0.108 0.113
SOIAICT 0.184 0.608 -0.136
AUTICT 0.293 0.592 -0.175
COMPICT 0.268 0.604
INTICT 0.126 0.489
USESCH -0.238 0.345 -0.164 0.386 0.149
HOMESCH -0.304 0.133 0.147 0.390 0.139 0.269
ENTUSE -0.102 0.596 0.138
BEINGBULLIED -0.124 -0.338 0.295
BELONG 0.597
MASTGOAL 0.146 0.152 0.160 0.165 0.576
RESILIENCE 0.165 0.585 0.258 0.236
SWBP 0.586 0.230
EUDMO -0.158 0.102 0.587 0.114 0.224
GFOFAIL -0.547 0.271
WORKMAST 0.135 0.279 0.205 0.497
COMPETE 0.157 0.221 0.323
ATTLNACT 0.483
PERCOOP 0.254 0.317 0.247
PERCOMP 0.293 0.238
PISADIFF -0.691
SCREADDIFF -0.623 -0.106 -0.121
SCREADCOMP 0.666 0.113 0.150 0.233
JOYREAD 0.160 0.471 0.149 -0.219 0.441
TEACHINT 0.725 0.136
ADAPTIVITY 0.741 0.177
STIMREAD 0.766 0.120
EMOSUPS 0.126 0.338 0.108 0.472
PERFEED 0.606 0.125
DIRINS 0.726 0.126
TEACHSUP 0.781 0.132
DISCLIMA 0.114 0.102 0.442 -0.197
ICTRES 0.252 0.179 0.754
WEALTH 0.186 0.126 0.804
HEDRES 0.228 0.144 0.156 0.512 0.244
CULTPOSS 0.413 0.197 0.110 0.348 0.287
HOMEPOS 0.411 0.117 0.154 0.781 0.218
ICTSCH -0.285 0.154 0.184 0.134
ICTHOME 0.155 -0.158 0.141 0.624
ESCS 0.861 0.122 0.413 0.111
STUBMI -0.112 -0.107 0.163
CHANGE 0.189 -0.236 0.353 -0.342
SCCHANGE 0.206 -0.162 0.338 -0.387
TMINS 0.297
SMINS 0.184 0.693 -0.103
LMINS -0.109 -0.172 0.721 -0.141
MMINS -0.249 0.703 -0.160
AGE 0.680 -0.131
GRADE 0.928
ST061Q01NA 0.130 -0.263 0.122 0.108 0.102 -0.228
ST060Q01NA -0.160 0.429 0.199
ST059Q03TA 0.139 0.733
ST059Q02TA -0.221 0.840
ST059Q01TA -0.141 0.832
ST016Q01NA 0.721 0.102
IMMIG 0.142 -0.112 0.333 -0.222
HISEI 0.793 0.113 -0.111 0.107
BFMJ2 0.624 0.132 0.122
BMMJ1 0.659 -0.105
HISCED 0.816
FISCED 0.706
MISCED 0.740
ISCEDL 0.939 -0.149
ST001D01T 0.928
REPEAT -0.174 0.121 -0.179
ST004D01T -0.107 0.331 0.179 -0.508
RC1 RC4 RC2 RC5 RC3 RC7 RC6 RC9 RC8
SS loadings 4.89 4.438 4.373 4.050 3.928 3.822 3.565 3.389 3.190
Proportion Var 0.06 0.055 0.054 0.050 0.048 0.047 0.044 0.042 0.039
Cumulative Var 0.06 0.115 0.169 0.219 0.268 0.315 0.359 0.401 0.440
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